_toctree.yml 11.8 KB
Newer Older
1
- sections:
Sylvain Gugger's avatar
Sylvain Gugger committed
2
3
4
5
6
7
8
9
  - local: index
    title: 馃 Transformers
  - local: quicktour
    title: Quick tour
  - local: installation
    title: Installation
  title: Get started
- sections:
Steven Liu's avatar
Steven Liu committed
10
11
12
13
14
15
  - local: pipeline_tutorial
    title: Pipelines for inference
  - local: autoclass_tutorial
    title: Load pretrained instances with an AutoClass
  - local: preprocessing
    title: Preprocess
Sylvain Gugger's avatar
Sylvain Gugger committed
16
  - local: training
17
    title: Fine-tune a pretrained model
18
19
  - local: accelerate
    title: Distributed training with 馃 Accelerate
Sylvain Gugger's avatar
Sylvain Gugger committed
20
  - local: model_sharing
21
    title: Share a model
Steven Liu's avatar
Steven Liu committed
22
  title: Tutorials
Sylvain Gugger's avatar
Sylvain Gugger committed
23
- sections:
24
25
  - local: fast_tokenizers
    title: "Use tokenizers from 馃 Tokenizers"
26
  - local: create_a_model
27
28
29
    title: Create a custom architecture
  - local: custom_models
    title: Sharing custom models
Steven Liu's avatar
Steven Liu committed
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
  - sections:
    - local: tasks/sequence_classification
      title: Text classification
    - local: tasks/token_classification
      title: Token classification
    - local: tasks/question_answering
      title: Question answering
    - local: tasks/language_modeling
      title: Language modeling
    - local: tasks/translation
      title: Translation
    - local: tasks/summarization
      title: Summarization
    - local: tasks/multiple_choice
      title: Multiple choice
Steven Liu's avatar
Steven Liu committed
45
46
47
48
49
50
    - local: tasks/audio_classification
      title: Audio classification
    - local: tasks/asr
      title: Automatic speech recognition
    - local: tasks/image_classification
      title: Image classification
Steven Liu's avatar
Steven Liu committed
51
    title: Fine-tune for downstream tasks
52
53
  - local: run_scripts
    title: Train with a script
Sylvain Gugger's avatar
Sylvain Gugger committed
54
55
  - local: sagemaker
    title: Run training on Amazon SageMaker
56
57
  - local: multilingual
    title: Inference for multilingual models
Sylvain Gugger's avatar
Sylvain Gugger committed
58
  - local: converting_tensorflow_models
59
60
61
62
    title: Converting TensorFlow Checkpoints
  - local: serialization
    title: Export 馃 Transformers models
  - local: performance
63
    title: Performance and scalability
64
65
  - local: big_models
    title: Instantiating a big model
66
67
  - local: benchmarks
    title: Benchmarks
Sylvain Gugger's avatar
Sylvain Gugger committed
68
69
  - local: migration
    title: Migrating from previous packages
70
71
72
73
74
75
76
77
  - local: troubleshooting
    title: Troubleshoot
  - local: debugging
    title: Debugging
  - local: notebooks
    title: "馃 Transformers Notebooks"
  - local: community
    title: Community
Sylvain Gugger's avatar
Sylvain Gugger committed
78
79
80
81
82
83
  - local: contributing
    title: How to contribute to transformers?
  - local: add_new_model
    title: "How to add a model to 馃 Transformers?"
  - local: add_new_pipeline
    title: "How to add a pipeline to 馃 Transformers?"
84
85
86
87
  - local: perf_train_gpu_one
    title: Training on one GPU
  - local: perf_train_gpu_many
    title: Training on many GPUs
88
89
  - local: perf_train_cpu
    title: Training on CPU
90
91
  - local: perf_hardware
    title: Custom hardware for training
Sylvain Gugger's avatar
Sylvain Gugger committed
92
93
  - local: testing
    title: Testing
94
95
  - local: pr_checks
    title: Checks on a Pull Request
Steven Liu's avatar
Steven Liu committed
96
  title: How-to guides
Sylvain Gugger's avatar
Sylvain Gugger committed
97
- sections:
98
99
100
101
102
103
104
105
106
107
108
109
  - local: philosophy
    title: Philosophy
  - local: glossary
    title: Glossary
  - local: task_summary
    title: Summary of the tasks
  - local: model_summary
    title: Summary of the models
  - local: tokenizer_summary
    title: Summary of the tokenizers
  - local: pad_truncation
    title: Padding and truncation
Sylvain Gugger's avatar
Sylvain Gugger committed
110
111
112
113
  - local: bertology
    title: BERTology
  - local: perplexity
    title: Perplexity of fixed-length models
114
  title: Conceptual guides
Sylvain Gugger's avatar
Sylvain Gugger committed
115
116
117
118
119
120
121
122
123
124
125
126
127
128
- sections:
  - sections:
    - local: main_classes/callback
      title: Callbacks
    - local: main_classes/configuration
      title: Configuration
    - local: main_classes/data_collator
      title: Data Collator
    - local: main_classes/keras_callbacks
      title: Keras callbacks
    - local: main_classes/logging
      title: Logging
    - local: main_classes/model
      title: Models
129
130
    - local: main_classes/text_generation
      title: Text Generation
131
132
    - local: main_classes/onnx
      title: ONNX
Sylvain Gugger's avatar
Sylvain Gugger committed
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
    - local: main_classes/optimizer_schedules
      title: Optimization
    - local: main_classes/output
      title: Model outputs
    - local: main_classes/pipelines
      title: Pipelines
    - local: main_classes/processors
      title: Processors
    - local: main_classes/tokenizer
      title: Tokenizer
    - local: main_classes/trainer
      title: Trainer
    - local: main_classes/deepspeed
      title: DeepSpeed Integration
    - local: main_classes/feature_extractor
      title: Feature Extractor
    title: Main Classes
  - sections:
    - local: model_doc/albert
      title: ALBERT
    - local: model_doc/auto
      title: Auto Classes
    - local: model_doc/bart
      title: BART
    - local: model_doc/barthez
      title: BARThez
    - local: model_doc/bartpho
      title: BARTpho
    - local: model_doc/beit
      title: BEiT
    - local: model_doc/bert
      title: BERT
    - local: model_doc/bertweet
      title: Bertweet
167
    - local: model_doc/bert-generation
Sylvain Gugger's avatar
Sylvain Gugger committed
168
      title: BertGeneration
169
    - local: model_doc/bert-japanese
Sylvain Gugger's avatar
Sylvain Gugger committed
170
      title: BertJapanese
171
    - local: model_doc/big_bird
Sylvain Gugger's avatar
Sylvain Gugger committed
172
173
174
175
176
      title: BigBird
    - local: model_doc/bigbird_pegasus
      title: BigBirdPegasus
    - local: model_doc/blenderbot
      title: Blenderbot
177
    - local: model_doc/blenderbot-small
Sylvain Gugger's avatar
Sylvain Gugger committed
178
      title: Blenderbot Small
Younes Belkada's avatar
Younes Belkada committed
179
180
    - local: model_doc/bloom
      title: BLOOM
Sylvain Gugger's avatar
Sylvain Gugger committed
181
182
183
184
185
186
187
188
    - local: model_doc/bort
      title: BORT
    - local: model_doc/byt5
      title: ByT5
    - local: model_doc/camembert
      title: CamemBERT
    - local: model_doc/canine
      title: CANINE
NielsRogge's avatar
NielsRogge committed
189
190
    - local: model_doc/convnext
      title: ConvNeXT
Sylvain Gugger's avatar
Sylvain Gugger committed
191
192
193
194
195
196
197
198
    - local: model_doc/clip
      title: CLIP
    - local: model_doc/convbert
      title: ConvBERT
    - local: model_doc/cpm
      title: CPM
    - local: model_doc/ctrl
      title: CTRL
NielsRogge's avatar
NielsRogge committed
199
200
    - local: model_doc/cvt
      title: CvT
201
202
    - local: model_doc/data2vec
      title: Data2Vec
Sylvain Gugger's avatar
Sylvain Gugger committed
203
204
    - local: model_doc/deberta
      title: DeBERTa
205
    - local: model_doc/deberta-v2
Sylvain Gugger's avatar
Sylvain Gugger committed
206
      title: DeBERTa-v2
207
208
    - local: model_doc/decision_transformer
      title: Decision Transformer
Sylvain Gugger's avatar
Sylvain Gugger committed
209
210
211
212
213
214
215
216
    - local: model_doc/deit
      title: DeiT
    - local: model_doc/detr
      title: DETR
    - local: model_doc/dialogpt
      title: DialoGPT
    - local: model_doc/distilbert
      title: DistilBERT
217
218
    - local: model_doc/dit
      title: DiT
Sylvain Gugger's avatar
Sylvain Gugger committed
219
220
    - local: model_doc/dpr
      title: DPR
NielsRogge's avatar
NielsRogge committed
221
222
    - local: model_doc/dpt
      title: DPT
Sylvain Gugger's avatar
Sylvain Gugger committed
223
224
    - local: model_doc/electra
      title: ELECTRA
225
    - local: model_doc/encoder-decoder
Sylvain Gugger's avatar
Sylvain Gugger committed
226
227
228
      title: Encoder Decoder Models
    - local: model_doc/flaubert
      title: FlauBERT
229
230
    - local: model_doc/flava
      title: FLAVA
Sylvain Gugger's avatar
Sylvain Gugger committed
231
    - local: model_doc/fnet
232
      title: FNet
Sylvain Gugger's avatar
Sylvain Gugger committed
233
234
235
236
    - local: model_doc/fsmt
      title: FSMT
    - local: model_doc/funnel
      title: Funnel Transformer
NielsRogge's avatar
NielsRogge committed
237
238
    - local: model_doc/glpn
      title: GLPN
Sylvain Gugger's avatar
Sylvain Gugger committed
239
    - local: model_doc/herbert
240
      title: HerBERT
Sylvain Gugger's avatar
Sylvain Gugger committed
241
242
243
244
245
246
247
248
    - local: model_doc/ibert
      title: I-BERT
    - local: model_doc/imagegpt
      title: ImageGPT
    - local: model_doc/layoutlm
      title: LayoutLM
    - local: model_doc/layoutlmv2
      title: LayoutLMV2
NielsRogge's avatar
NielsRogge committed
249
250
    - local: model_doc/layoutlmv3
      title: LayoutLMV3
Sylvain Gugger's avatar
Sylvain Gugger committed
251
252
253
254
    - local: model_doc/layoutxlm
      title: LayoutXLM
    - local: model_doc/led
      title: LED
255
256
    - local: model_doc/levit
      title: LeViT
Sylvain Gugger's avatar
Sylvain Gugger committed
257
258
    - local: model_doc/longformer
      title: Longformer
Daniel Stancl's avatar
Daniel Stancl committed
259
260
    - local: model_doc/longt5
      title: LongT5
Sylvain Gugger's avatar
Sylvain Gugger committed
261
262
263
264
265
266
    - local: model_doc/luke
      title: LUKE
    - local: model_doc/lxmert
      title: LXMERT
    - local: model_doc/marian
      title: MarianMT
267
268
    - local: model_doc/maskformer
      title: MaskFormer
Sylvain Gugger's avatar
Sylvain Gugger committed
269
270
271
272
    - local: model_doc/m2m_100
      title: M2M100
    - local: model_doc/mbart
      title: MBart and MBart-50
Chan Woo Kim's avatar
Chan Woo Kim committed
273
274
    - local: model_doc/mctct
      title: MCTCT
275
    - local: model_doc/megatron-bert
Sylvain Gugger's avatar
Sylvain Gugger committed
276
277
278
      title: MegatronBERT
    - local: model_doc/megatron_gpt2
      title: MegatronGPT2
279
    - local: model_doc/mluke
Steven Liu's avatar
Steven Liu committed
280
      title: mLUKE
Sylvain Gugger's avatar
Sylvain Gugger committed
281
282
283
284
285
286
    - local: model_doc/mobilebert
      title: MobileBERT
    - local: model_doc/mpnet
      title: MPNet
    - local: model_doc/mt5
      title: MT5
novice's avatar
novice committed
287
288
    - local: model_doc/nystromformer
      title: Nystr枚mformer
289
    - local: model_doc/openai-gpt
Sylvain Gugger's avatar
Sylvain Gugger committed
290
      title: OpenAI GPT
Younes Belkada's avatar
Younes Belkada committed
291
292
    - local: model_doc/opt
      title: OPT
Sylvain Gugger's avatar
Sylvain Gugger committed
293
294
295
296
297
298
    - local: model_doc/gpt2
      title: OpenAI GPT2
    - local: model_doc/gptj
      title: GPT-J
    - local: model_doc/gpt_neo
      title: GPT Neo
299
300
    - local: model_doc/gpt_neox
      title: GPT NeoX
Sylvain Gugger's avatar
Sylvain Gugger committed
301
302
    - local: model_doc/hubert
      title: Hubert
303
304
    - local: model_doc/perceiver
      title: Perceiver
Sylvain Gugger's avatar
Sylvain Gugger committed
305
306
307
308
    - local: model_doc/pegasus
      title: Pegasus
    - local: model_doc/phobert
      title: PhoBERT
Gunjan Chhablani's avatar
Gunjan Chhablani committed
309
310
    - local: model_doc/plbart
      title: PLBart
Tanay Mehta's avatar
Tanay Mehta committed
311
312
    - local: model_doc/poolformer
      title: PoolFormer
Sylvain Gugger's avatar
Sylvain Gugger committed
313
314
315
316
317
318
    - local: model_doc/prophetnet
      title: ProphetNet
    - local: model_doc/qdqbert
      title: QDQBert
    - local: model_doc/rag
      title: RAG
Li-Huai (Allan) Lin's avatar
Li-Huai (Allan) Lin committed
319
320
    - local: model_doc/realm
      title: REALM
Sylvain Gugger's avatar
Sylvain Gugger committed
321
322
323
324
    - local: model_doc/reformer
      title: Reformer
    - local: model_doc/rembert
      title: RemBERT
Francesco Saverio Zuppichini's avatar
Francesco Saverio Zuppichini committed
325
326
    - local: model_doc/regnet
      title: RegNet
327
328
    - local: model_doc/resnet
      title: ResNet
Sylvain Gugger's avatar
Sylvain Gugger committed
329
330
331
332
333
334
335
336
337
338
    - local: model_doc/retribert
      title: RetriBERT
    - local: model_doc/roberta
      title: RoBERTa
    - local: model_doc/roformer
      title: RoFormer
    - local: model_doc/segformer
      title: SegFormer
    - local: model_doc/sew
      title: SEW
339
    - local: model_doc/sew-d
Sylvain Gugger's avatar
Sylvain Gugger committed
340
      title: SEW-D
341
    - local: model_doc/speech-encoder-decoder
Sylvain Gugger's avatar
Sylvain Gugger committed
342
343
344
345
346
347
348
349
350
      title: Speech Encoder Decoder Models
    - local: model_doc/speech_to_text
      title: Speech2Text
    - local: model_doc/speech_to_text_2
      title: Speech2Text2
    - local: model_doc/splinter
      title: Splinter
    - local: model_doc/squeezebert
      title: SqueezeBERT
novice's avatar
novice committed
351
352
    - local: model_doc/swin
      title: Swin Transformer
Sylvain Gugger's avatar
Sylvain Gugger committed
353
354
355
356
357
358
    - local: model_doc/t5
      title: T5
    - local: model_doc/t5v1.1
      title: T5v1.1
    - local: model_doc/tapas
      title: TAPAS
NielsRogge's avatar
NielsRogge committed
359
360
    - local: model_doc/tapex
      title: TAPEX
Carl's avatar
Carl committed
361
362
    - local: model_doc/trajectory_transformer
      title: Trajectory Transformer
363
    - local: model_doc/transfo-xl
Sylvain Gugger's avatar
Sylvain Gugger committed
364
365
366
367
368
      title: Transformer XL
    - local: model_doc/trocr
      title: TrOCR
    - local: model_doc/unispeech
      title: UniSpeech
369
    - local: model_doc/unispeech-sat
Sylvain Gugger's avatar
Sylvain Gugger committed
370
      title: UniSpeech-SAT
371
372
    - local: model_doc/van
      title: VAN
NielsRogge's avatar
NielsRogge committed
373
374
    - local: model_doc/vilt
      title: ViLT
375
    - local: model_doc/vision-encoder-decoder
Sylvain Gugger's avatar
Sylvain Gugger committed
376
      title: Vision Encoder Decoder Models
377
    - local: model_doc/vision-text-dual-encoder
378
      title: Vision Text Dual Encoder
Sylvain Gugger's avatar
Sylvain Gugger committed
379
380
    - local: model_doc/vit
      title: Vision Transformer (ViT)
NielsRogge's avatar
NielsRogge committed
381
382
    - local: model_doc/vit_mae
      title: ViTMAE
Sylvain Gugger's avatar
Sylvain Gugger committed
383
384
385
386
    - local: model_doc/visual_bert
      title: VisualBERT
    - local: model_doc/wav2vec2
      title: Wav2Vec2
387
388
    - local: model_doc/wav2vec2-conformer
      title: Wav2Vec2-Conformer
389
390
    - local: model_doc/wav2vec2_phoneme
      title: Wav2Vec2Phoneme
Patrick von Platen's avatar
Patrick von Platen committed
391
392
    - local: model_doc/wavlm
      title: WavLM
Suraj Patil's avatar
Suraj Patil committed
393
394
    - local: model_doc/xglm
      title: XGLM
Sylvain Gugger's avatar
Sylvain Gugger committed
395
396
    - local: model_doc/xlm
      title: XLM
397
    - local: model_doc/xlm-prophetnet
Sylvain Gugger's avatar
Sylvain Gugger committed
398
      title: XLM-ProphetNet
399
    - local: model_doc/xlm-roberta
Sylvain Gugger's avatar
Sylvain Gugger committed
400
      title: XLM-RoBERTa
401
402
    - local: model_doc/xlm-roberta-xl
      title: XLM-RoBERTa-XL
Sylvain Gugger's avatar
Sylvain Gugger committed
403
404
405
406
    - local: model_doc/xlnet
      title: XLNet
    - local: model_doc/xlsr_wav2vec2
      title: XLSR-Wav2Vec2
407
408
    - local: model_doc/xls_r
      title: XLS-R
NielsRogge's avatar
NielsRogge committed
409
410
    - local: model_doc/yolos
      title: YOLOS
novice's avatar
novice committed
411
412
    - local: model_doc/yoso
      title: YOSO
Sylvain Gugger's avatar
Sylvain Gugger committed
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
    title: Models
  - sections:
    - local: internal/modeling_utils
      title: Custom Layers and Utilities
    - local: internal/pipelines_utils
      title: Utilities for pipelines
    - local: internal/tokenization_utils
      title: Utilities for Tokenizers
    - local: internal/trainer_utils
      title: Utilities for Trainer
    - local: internal/generation_utils
      title: Utilities for Generation
    - local: internal/file_utils
      title: General Utilities
    title: Internal Helpers
  title: API